Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	13096
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.6 MiB
Average record size in memory	208.0 B

Variable types

Numeric	18
Categorical	8

Alerts

`OS_3` has constant value "100.0"	Constant
`sensor_1` has constant value "518.67"	Constant
`sensor_5` has constant value "14.62"	Constant
`sensor_10` has constant value "1.3"	Constant
`sensor_16` has constant value "0.03"	Constant
`sensor_18` has constant value "2388"	Constant
`sensor_19` has constant value "100.0"	Constant
`sensor_2` is highly overall correlated with `sensor_4` and 8 other fields	High correlation
`sensor_4` is highly overall correlated with `time_cycles` and 10 other fields	High correlation
`sensor_7` is highly overall correlated with `sensor_2` and 9 other fields	High correlation
`sensor_8` is highly overall correlated with `sensor_2` and 8 other fields	High correlation
`sensor_9` is highly overall correlated with `sensor_14`	High correlation
`sensor_11` is highly overall correlated with `time_cycles` and 10 other fields	High correlation
`sensor_12` is highly overall correlated with `sensor_2` and 9 other fields	High correlation
`sensor_13` is highly overall correlated with `sensor_2` and 8 other fields	High correlation
`sensor_14` is highly overall correlated with `sensor_9`	High correlation
`sensor_15` is highly overall correlated with `sensor_2` and 8 other fields	High correlation
`sensor_17` is highly overall correlated with `sensor_4` and 3 other fields	High correlation
`sensor_20` is highly overall correlated with `sensor_2` and 8 other fields	High correlation
`sensor_21` is highly overall correlated with `sensor_2` and 8 other fields	High correlation
`sensor_3` is highly overall correlated with `sensor_4` and 3 other fields	High correlation
`time_cycles` is highly overall correlated with `sensor_4` and 1 other fields	High correlation
`OS_1` has 227 (1.7%) zeros	Zeros
`OS_2` has 1272 (9.7%) zeros	Zeros

Reproduction

Analysis started	2022-12-23 11:04:21.120572
Analysis finished	2022-12-23 11:06:28.568960
Duration	2 minutes and 7.45 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Unit_number
Real number (ℝ)

Distinct	100
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.543907

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	28
median	52
Q3	76
95-th percentile	95
Maximum	100
Range	99
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	28.289423
Coefficient of variation (CV)	0.54884127
Kurtosis	-1.1713121
Mean	51.543907
Median Absolute Deviation (MAD)	24
Skewness	0.0017422866
Sum	675019
Variance	800.29147
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	303	2.3%
93	244	1.9%
91	234	1.8%
62	232	1.8%
12	217	1.7%
81	213	1.6%
76	205	1.6%
34	203	1.6%
100	198	1.5%
35	198	1.5%
Other values (90)	10849	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	31	0.2%
2	49	0.4%
3	126	1.0%
4	106	0.8%
5	98	0.7%
6	105	0.8%
7	160	1.2%
8	166	1.3%
9	55	0.4%
10	192	1.5%

Value	Count	Frequency (%)
100	198	1.5%
99	97	0.7%
98	121	0.9%
97	134	1.0%
96	97	0.7%
95	89	0.7%
94	133	1.0%
93	244	1.9%
92	150	1.1%
91	234	1.8%

time_cycles
Real number (ℝ)

Distinct	303
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.836515

Minimum	1
Maximum	303
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	33
median	69
Q3	113
95-th percentile	173
Maximum	303
Range	302
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	53.057749
Coefficient of variation (CV)	0.6905278
Kurtosis	0.20570471
Mean	76.836515
Median Absolute Deviation (MAD)	39
Skewness	0.72433178
Sum	1006251
Variance	2815.1248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	100	0.8%
17	100	0.8%
31	100	0.8%
30	100	0.8%
29	100	0.8%
28	100	0.8%
27	100	0.8%
26	100	0.8%
25	100	0.8%
24	100	0.8%
Other values (293)	12096	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	100	0.8%
2	100	0.8%
3	100	0.8%
4	100	0.8%
5	100	0.8%
6	100	0.8%
7	100	0.8%
8	100	0.8%
9	100	0.8%
10	100	0.8%

Value	Count	Frequency (%)
303	1	< 0.1%
302	1	< 0.1%
301	1	< 0.1%
300	1	< 0.1%
299	1	< 0.1%
298	1	< 0.1%
297	1	< 0.1%
296	1	< 0.1%
295	1	< 0.1%
294	1	< 0.1%

OS_1
Real number (ℝ)

Distinct	150
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.1178986 × 10^-5

Minimum	-0.0082
Maximum	0.0078
Zeros	227
Zeros (%)	1.7%
Negative	6470
Negative (%)	49.4%
Memory size	102.4 KiB

Quantile statistics

Minimum	-0.0082
5-th percentile	-0.0036
Q1	-0.0015
median	0
Q3	0.0015
95-th percentile	0.0036
Maximum	0.0078
Range	0.016
Interquartile range (IQR)	0.003

Descriptive statistics

Standard deviation	0.0022026851
Coefficient of variation (CV)	-197.038
Kurtosis	0.0088020963
Mean	-1.1178986 × 10^-5
Median Absolute Deviation (MAD)	0.0015
Skewness	-0.0022824912
Sum	-0.1464
Variance	4.8518216 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.0003	249	1.9%
-0.0005	245	1.9%
-0.0006	244	1.9%
0.0001	244	1.9%
0.0004	239	1.8%
-0.001	237	1.8%
0.0005	235	1.8%
0.0006	234	1.8%
-0.0002	234	1.8%
0.0002	233	1.8%
Other values (140)	10702	81.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0082	1	< 0.1%
-0.0079	1	< 0.1%
-0.0077	3	< 0.1%
-0.0074	1	< 0.1%
-0.0073	2	< 0.1%
-0.0071	4	< 0.1%
-0.007	1	< 0.1%
-0.0069	3	< 0.1%
-0.0068	2	< 0.1%
-0.0067	2	< 0.1%

Value	Count	Frequency (%)
0.0078	1	< 0.1%
0.0077	1	< 0.1%
0.0076	4	< 0.1%
0.0075	1	< 0.1%
0.0072	2	< 0.1%
0.007	1	< 0.1%
0.0069	1	< 0.1%
0.0068	2	< 0.1%
0.0066	2	< 0.1%
0.0064	5	< 0.1%

OS_2
Real number (ℝ)

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2379352 × 10^-6

Minimum	-0.0006
Maximum	0.0007
Zeros	1272
Zeros (%)	9.7%
Negative	5869
Negative (%)	44.8%
Memory size	102.4 KiB

Quantile statistics

Minimum	-0.0006
5-th percentile	-0.0004
Q1	-0.0002
median	0
Q3	0.0003
95-th percentile	0.0005
Maximum	0.0007
Range	0.0013
Interquartile range (IQR)	0.0005

Descriptive statistics

Standard deviation	0.00029403057
Coefficient of variation (CV)	69.380618
Kurtosis	-1.1315659
Mean	4.2379352 × 10^-6
Median Absolute Deviation (MAD)	0.0003
Skewness	0.016358468
Sum	0.0555
Variance	8.6453974 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
-0.0002	1359	10.4%
-0.0003	1354	10.3%
0.0003	1321	10.1%
0.0001	1320	10.1%
0.0004	1290	9.9%
0.0002	1280	9.8%
-0.0001	1273	9.7%
0	1272	9.7%
-0.0004	1245	9.5%
0.0005	681	5.2%
Other values (4)	701	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0006	13	0.1%
-0.0005	625	4.8%
-0.0004	1245	9.5%
-0.0003	1354	10.3%
-0.0002	1359	10.4%
-0.0001	1273	9.7%
0	1272	9.7%
0.0001	1320	10.1%
0.0002	1280	9.8%
0.0003	1321	10.1%

Value	Count	Frequency (%)
0.0007	5	< 0.1%
0.0006	58	0.4%
0.0005	681	5.2%
0.0004	1290	9.9%
0.0003	1321	10.1%
0.0002	1280	9.8%
0.0001	1320	10.1%
0	1272	9.7%
-0.0001	1273	9.7%
-0.0002	1359	10.4%

OS_3
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.4 KiB

100.0	13096

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	65480
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	100.0

Common Values

Value	Count	Frequency (%)
100.0	13096	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	13096	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	39288	60.0%
1	13096	20.0%
.	13096	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	52384	80.0%
Other Punctuation	13096	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	39288	75.0%
1	13096	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	13096	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	65480	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	39288	60.0%
1	13096	20.0%
.	13096	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	65480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	39288	60.0%
1	13096	20.0%
.	13096	20.0%

sensor_1
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.4 KiB

518.67	13096

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	78576
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	518.67
2nd row	518.67
3rd row	518.67
4th row	518.67
5th row	518.67

Common Values

Value	Count	Frequency (%)
518.67	13096	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
518.67	13096	100.0%

Most occurring characters

Value	Count	Frequency (%)
5	13096	16.7%
1	13096	16.7%
8	13096	16.7%
.	13096	16.7%
6	13096	16.7%
7	13096	16.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	65480	83.3%
Other Punctuation	13096	16.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	13096	20.0%
1	13096	20.0%
8	13096	20.0%
6	13096	20.0%
7	13096	20.0%

Other Punctuation

Value	Count	Frequency (%)
.	13096	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	78576	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	13096	16.7%
1	13096	16.7%
8	13096	16.7%
.	13096	16.7%
6	13096	16.7%
7	13096	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	78576	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	13096	16.7%
1	13096	16.7%
8	13096	16.7%
.	13096	16.7%
6	13096	16.7%
7	13096	16.7%

sensor_2
Real number (ℝ)

Distinct	262
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	642.47509

Minimum	641.13
Maximum	644.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	641.13
5-th percentile	641.84
Q1	642.1975
median	642.46
Q3	642.74
95-th percentile	643.16
Maximum	644.3
Range	3.17
Interquartile range (IQR)	0.5425

Descriptive statistics

Standard deviation	0.40089934
Coefficient of variation (CV)	0.00062399204
Kurtosis	0.078362872
Mean	642.47509
Median Absolute Deviation (MAD)	0.27
Skewness	0.22496247
Sum	8413853.8
Variance	0.16072028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
642.49	179	1.4%
642.45	151	1.2%
642.54	149	1.1%
642.5	148	1.1%
642.34	142	1.1%
642.36	142	1.1%
642.43	136	1.0%
642.39	136	1.0%
642.67	135	1.0%
642.38	135	1.0%
Other values (252)	11643	88.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
641.13	1	< 0.1%
641.15	1	< 0.1%
641.26	1	< 0.1%
641.29	1	< 0.1%
641.3	2	< 0.1%
641.32	2	< 0.1%
641.34	4	< 0.1%
641.35	1	< 0.1%
641.37	1	< 0.1%
641.39	1	< 0.1%

Value	Count	Frequency (%)
644.3	1	< 0.1%
644.07	1	< 0.1%
644.05	1	< 0.1%
644.04	1	< 0.1%
644.03	2	< 0.1%
643.93	1	< 0.1%
643.91	1	< 0.1%
643.89	1	< 0.1%
643.88	1	< 0.1%
643.86	2	< 0.1%

sensor_3
Real number (ℝ)

Distinct	2361
Distinct (%)	18.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1588.0992

Minimum	1569.04
Maximum	1607.55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	1569.04
5-th percentile	1580.1
Q1	1584.6
median	1587.99
Q3	1591.3625
95-th percentile	1596.55
Maximum	1607.55
Range	38.51
Interquartile range (IQR)	6.7625

Descriptive statistics

Standard deviation	5.0032739
Coefficient of variation (CV)	0.0031504795
Kurtosis	0.060664027
Mean	1588.0992
Median Absolute Deviation (MAD)	3.385
Skewness	0.15805855
Sum	20797747
Variance	25.03275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1588.4	20	0.2%
1588.59	19	0.1%
1587.08	19	0.1%
1591.25	19	0.1%
1589.54	19	0.1%
1586.41	18	0.1%
1586.97	18	0.1%
1587.58	18	0.1%
1586.73	18	0.1%
1586.29	18	0.1%
Other values (2351)	12910	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1569.04	1	< 0.1%
1570.12	1	< 0.1%
1571.02	1	< 0.1%
1571.13	1	< 0.1%
1572.37	1	< 0.1%
1572.84	1	< 0.1%
1572.91	1	< 0.1%
1573.06	1	< 0.1%
1573.19	1	< 0.1%
1573.23	1	< 0.1%

Value	Count	Frequency (%)
1607.55	1	< 0.1%
1607.16	1	< 0.1%
1606.62	1	< 0.1%
1606.24	1	< 0.1%
1606.18	1	< 0.1%
1606.04	1	< 0.1%
1605.87	1	< 0.1%
1605.84	1	< 0.1%
1605.58	1	< 0.1%
1605.48	1	< 0.1%

sensor_4
Real number (ℝ)

Distinct	2954
Distinct (%)	22.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1404.7354

Minimum	1384.39
Maximum	1433.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	1384.39
5-th percentile	1394.46
Q1	1399.95
median	1404.44
Q3	1409.05
95-th percentile	1416.28
Maximum	1433.36
Range	48.97
Interquartile range (IQR)	9.1

Descriptive statistics

Standard deviation	6.6883093
Coefficient of variation (CV)	0.0047612593
Kurtosis	0.15466447
Mean	1404.7354
Median Absolute Deviation (MAD)	4.53
Skewness	0.34210073
Sum	18396414
Variance	44.733481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1402.53	17	0.1%
1404.09	16	0.1%
1404.77	16	0.1%
1407.6	15	0.1%
1403.1	15	0.1%
1400.89	15	0.1%
1403.93	15	0.1%
1406.96	15	0.1%
1400.01	14	0.1%
1400.95	14	0.1%
Other values (2944)	12944	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1384.39	1	< 0.1%
1385.21	1	< 0.1%
1385.27	1	< 0.1%
1385.51	1	< 0.1%
1385.64	1	< 0.1%
1385.67	1	< 0.1%
1385.71	1	< 0.1%
1385.93	1	< 0.1%
1386.36	1	< 0.1%
1386.57	1	< 0.1%

Value	Count	Frequency (%)
1433.36	1	< 0.1%
1432.95	1	< 0.1%
1432.29	1	< 0.1%
1430.85	1	< 0.1%
1430.64	1	< 0.1%
1429.89	1	< 0.1%
1429.85	1	< 0.1%
1429.66	1	< 0.1%
1429.31	1	< 0.1%
1429.15	1	< 0.1%

sensor_5
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.4 KiB

14.62	13096

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	65480
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	14.62
2nd row	14.62
3rd row	14.62
4th row	14.62
5th row	14.62

Common Values

Value	Count	Frequency (%)
14.62	13096	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
14.62	13096	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	13096	20.0%
4	13096	20.0%
.	13096	20.0%
6	13096	20.0%
2	13096	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	52384	80.0%
Other Punctuation	13096	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	13096	25.0%
4	13096	25.0%
6	13096	25.0%
2	13096	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	13096	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	65480	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	13096	20.0%
4	13096	20.0%
.	13096	20.0%
6	13096	20.0%
2	13096	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	65480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	13096	20.0%
4	13096	20.0%
.	13096	20.0%
6	13096	20.0%
2	13096	20.0%

sensor_6
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.4 KiB

21.61	12704
21.6	392

Length

Max length	5
Median length	5
Mean length	4.9700672
Min length	4

Characters and Unicode

Total characters	65088
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	21.61
2nd row	21.61
3rd row	21.61
4th row	21.61
5th row	21.61

Common Values

Value	Count	Frequency (%)
21.61	12704	97.0%
21.6	392	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
21.61	12704	97.0%
21.6	392	3.0%

Most occurring characters

Value	Count	Frequency (%)
1	25800	39.6%
2	13096	20.1%
.	13096	20.1%
6	13096	20.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	51992	79.9%
Other Punctuation	13096	20.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	25800	49.6%
2	13096	25.2%
6	13096	25.2%

Other Punctuation

Value	Count	Frequency (%)
.	13096	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	65088	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	25800	39.6%
2	13096	20.1%
.	13096	20.1%
6	13096	20.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	65088	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	25800	39.6%
2	13096	20.1%
.	13096	20.1%
6	13096	20.1%

sensor_7
Real number (ℝ)

Distinct	415
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	553.75752

Minimum	550.88
Maximum	555.84
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	550.88
5-th percentile	552.58
Q1	553.31
median	553.8
Q3	554.24
95-th percentile	554.8
Maximum	555.84
Range	4.96
Interquartile range (IQR)	0.93

Descriptive statistics

Standard deviation	0.68128611
Coefficient of variation (CV)	0.0012302968
Kurtosis	0.11207596
Mean	553.75752
Median Absolute Deviation (MAD)	0.46
Skewness	-0.34570116
Sum	7252008.5
Variance	0.46415076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
554.11	90	0.7%
553.81	88	0.7%
553.82	87	0.7%
554.02	86	0.7%
553.78	86	0.7%
553.93	83	0.6%
553.65	83	0.6%
553.79	83	0.6%
554.07	83	0.6%
553.8	82	0.6%
Other values (405)	12245	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
550.88	1	< 0.1%
550.91	1	< 0.1%
550.94	1	< 0.1%
551.01	1	< 0.1%
551.15	1	< 0.1%
551.19	2	< 0.1%
551.21	1	< 0.1%
551.23	1	< 0.1%
551.26	1	< 0.1%
551.34	2	< 0.1%

Value	Count	Frequency (%)
555.84	1	< 0.1%
555.81	1	< 0.1%
555.8	1	< 0.1%
555.72	1	< 0.1%
555.69	1	< 0.1%
555.65	1	< 0.1%
555.64	1	< 0.1%
555.63	1	< 0.1%
555.61	1	< 0.1%
555.57	1	< 0.1%

sensor_8
Real number (ℝ)

Distinct	41
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.071

Minimum	2387.89
Maximum	2388.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	2387.89
5-th percentile	2387.98
Q1	2388.03
median	2388.07
Q3	2388.11
95-th percentile	2388.17
Maximum	2388.3
Range	0.41
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.057441784
Coefficient of variation (CV)	2.4053634 × 10^-5
Kurtosis	-0.062196886
Mean	2388.071
Median Absolute Deviation (MAD)	0.04
Skewness	0.30340178
Sum	31274177
Variance	0.0032995586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
2388.05	883	6.7%
2388.07	863	6.6%
2388.04	852	6.5%
2388.06	821	6.3%
2388.08	813	6.2%
2388.09	772	5.9%
2388.03	763	5.8%
2388.02	756	5.8%
2388.1	728	5.6%
2388.11	685	5.2%
Other values (31)	5160	39.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.89	1	< 0.1%
2387.91	8	0.1%
2387.92	6	< 0.1%
2387.93	20	0.2%
2387.94	33	0.3%
2387.95	64	0.5%
2387.96	110	0.8%
2387.97	187	1.4%
2387.98	296	2.3%
2387.99	371	2.8%

Value	Count	Frequency (%)
2388.3	1	< 0.1%
2388.29	5	< 0.1%
2388.28	3	< 0.1%
2388.27	5	< 0.1%
2388.26	13	0.1%
2388.25	11	0.1%
2388.24	22	0.2%
2388.23	37	0.3%
2388.22	31	0.2%
2388.21	56	0.4%

sensor_9
Real number (ℝ)

Distinct	4047
Distinct (%)	30.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9058.4074

Minimum	9024.53
Maximum	9155.03
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	9024.53
5-th percentile	9043.09
Q1	9051.02
median	9057.32
Q3	9064.11
95-th percentile	9076.2725
Maximum	9155.03
Range	130.5
Interquartile range (IQR)	13.09

Descriptive statistics

Standard deviation	11.436261
Coefficient of variation (CV)	0.0012625023
Kurtosis	7.5258067
Mean	9058.4074
Median Absolute Deviation (MAD)	6.56
Skewness	1.6547139
Sum	1.186289 × 10⁸
Variance	130.78805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9059.45	16	0.1%
9062.01	14	0.1%
9060.38	13	0.1%
9052.93	13	0.1%
9054.49	13	0.1%
9056.96	12	0.1%
9058.17	12	0.1%
9055.84	12	0.1%
9059.46	12	0.1%
9055.07	12	0.1%
Other values (4037)	12967	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9024.53	1	< 0.1%
9025	1	< 0.1%
9025.97	1	< 0.1%
9026.89	1	< 0.1%
9029.71	1	< 0.1%
9029.72	1	< 0.1%
9029.81	1	< 0.1%
9030.68	1	< 0.1%
9030.8	1	< 0.1%
9030.97	1	< 0.1%

Value	Count	Frequency (%)
9155.03	1	< 0.1%
9148.85	1	< 0.1%
9148.56	1	< 0.1%
9146.81	1	< 0.1%
9146.03	1	< 0.1%
9145.88	1	< 0.1%
9145.77	1	< 0.1%
9142.37	1	< 0.1%
9142.18	1	< 0.1%
9141.92	1	< 0.1%

sensor_10
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.4 KiB

1.3	13096

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	39288
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.3
2nd row	1.3
3rd row	1.3
4th row	1.3
5th row	1.3

Common Values

Value	Count	Frequency (%)
1.3	13096	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.3	13096	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	13096	33.3%
.	13096	33.3%
3	13096	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	26192	66.7%
Other Punctuation	13096	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	13096	50.0%
3	13096	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	13096	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	39288	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	13096	33.3%
.	13096	33.3%
3	13096	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	39288	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	13096	33.3%
.	13096	33.3%
3	13096	33.3%

sensor_11
Real number (ℝ)

Distinct	136
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.416204

Minimum	46.8
Maximum	48.26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	46.8
5-th percentile	47.12
Q1	47.27
median	47.41
Q3	47.54
95-th percentile	47.75
Maximum	48.26
Range	1.46
Interquartile range (IQR)	0.27

Descriptive statistics

Standard deviation	0.19591725
Coefficient of variation (CV)	0.0041318627
Kurtosis	0.22072902
Mean	47.416204
Median Absolute Deviation (MAD)	0.13
Skewness	0.40444895
Sum	620962.61
Variance	0.038383567
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.41	296	2.3%
47.43	287	2.2%
47.32	273	2.1%
47.42	270	2.1%
47.35	269	2.1%
47.33	265	2.0%
47.36	261	2.0%
47.37	261	2.0%
47.5	255	1.9%
47.38	251	1.9%
Other values (126)	10408	79.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46.8	1	< 0.1%
46.84	1	< 0.1%
46.86	2	< 0.1%
46.87	1	< 0.1%
46.89	3	< 0.1%
46.9	2	< 0.1%
46.91	3	< 0.1%
46.92	3	< 0.1%
46.93	8	0.1%
46.94	5	< 0.1%

Value	Count	Frequency (%)
48.26	1	< 0.1%
48.23	1	< 0.1%
48.2	1	< 0.1%
48.18	2	< 0.1%
48.16	1	< 0.1%
48.15	2	< 0.1%
48.14	1	< 0.1%
48.13	3	< 0.1%
48.12	2	< 0.1%
48.11	3	< 0.1%

sensor_12
Real number (ℝ)

Distinct	357
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	521.74772

Minimum	519.38
Maximum	523.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	519.38
5-th percentile	520.78
Q1	521.38
median	521.78
Q3	522.15
95-th percentile	522.59
Maximum	523.76
Range	4.38
Interquartile range (IQR)	0.77

Descriptive statistics

Standard deviation	0.55962675
Coefficient of variation (CV)	0.0010726003
Kurtosis	0.22539176
Mean	521.74772
Median Absolute Deviation (MAD)	0.38
Skewness	-0.38153086
Sum	6832808.2
Variance	0.3131821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521.9	112	0.9%
521.78	110	0.8%
521.93	107	0.8%
522.02	106	0.8%
521.69	105	0.8%
521.71	104	0.8%
521.85	104	0.8%
521.74	103	0.8%
522.17	103	0.8%
522.13	102	0.8%
Other values (347)	12040	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
519.38	1	< 0.1%
519.39	1	< 0.1%
519.44	1	< 0.1%
519.55	2	< 0.1%
519.58	1	< 0.1%
519.6	1	< 0.1%
519.66	1	< 0.1%
519.67	1	< 0.1%
519.68	1	< 0.1%
519.71	1	< 0.1%

Value	Count	Frequency (%)
523.76	1	< 0.1%
523.44	1	< 0.1%
523.42	1	< 0.1%
523.37	1	< 0.1%
523.33	2	< 0.1%
523.29	1	< 0.1%
523.28	1	< 0.1%
523.21	1	< 0.1%
523.2	2	< 0.1%
523.18	2	< 0.1%

sensor_13
Real number (ℝ)

Distinct	43
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.071

Minimum	2387.89
Maximum	2388.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	2387.89
5-th percentile	2387.98
Q1	2388.03
median	2388.07
Q3	2388.11
95-th percentile	2388.17
Maximum	2388.32
Range	0.43
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.05693431
Coefficient of variation (CV)	2.3841129 × 10^-5
Kurtosis	-0.028471718
Mean	2388.071
Median Absolute Deviation (MAD)	0.04
Skewness	0.29053324
Sum	31274178
Variance	0.0032415157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
2388.07	909	6.9%
2388.06	886	6.8%
2388.04	848	6.5%
2388.05	845	6.5%
2388.03	812	6.2%
2388.08	783	6.0%
2388.09	773	5.9%
2388.11	754	5.8%
2388.02	749	5.7%
2388.1	735	5.6%
Other values (33)	5002	38.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.89	3	< 0.1%
2387.9	1	< 0.1%
2387.91	1	< 0.1%
2387.92	8	0.1%
2387.93	24	0.2%
2387.94	37	0.3%
2387.95	69	0.5%
2387.96	108	0.8%
2387.97	171	1.3%
2387.98	292	2.2%

Value	Count	Frequency (%)
2388.32	2	< 0.1%
2388.3	1	< 0.1%
2388.29	1	< 0.1%
2388.28	2	< 0.1%
2388.27	7	0.1%
2388.26	8	0.1%
2388.25	13	0.1%
2388.24	16	0.1%
2388.23	33	0.3%
2388.22	44	0.3%

sensor_14
Real number (ℝ)

Distinct	3786
Distinct (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8138.9478

Minimum	8108.5
Maximum	8220.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	8108.5
5-th percentile	8124.56
Q1	8132.31
median	8138.39
Q3	8144.36
95-th percentile	8154.075
Maximum	8220.48
Range	111.98
Interquartile range (IQR)	12.05

Descriptive statistics

Standard deviation	10.188605
Coefficient of variation (CV)	0.0012518332
Kurtosis	6.3030939
Mean	8138.9478
Median Absolute Deviation (MAD)	6.02
Skewness	1.3576338
Sum	1.0658766 × 10⁸
Variance	103.80767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8141.99	15	0.1%
8133.28	13	0.1%
8140.51	13	0.1%
8138.31	13	0.1%
8141.03	12	0.1%
8138.96	12	0.1%
8145.08	12	0.1%
8133.1	12	0.1%
8137.43	12	0.1%
8132.98	12	0.1%
Other values (3776)	12970	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8108.5	1	< 0.1%
8109.03	1	< 0.1%
8111.16	1	< 0.1%
8111.3	1	< 0.1%
8111.8	1	< 0.1%
8112.19	1	< 0.1%
8112.45	1	< 0.1%
8112.58	1	< 0.1%
8112.64	1	< 0.1%
8113.02	1	< 0.1%

Value	Count	Frequency (%)
8220.48	1	< 0.1%
8218.13	1	< 0.1%
8217.24	1	< 0.1%
8214.64	1	< 0.1%
8214.33	1	< 0.1%
8213.57	1	< 0.1%
8213.28	1	< 0.1%
8211.53	1	< 0.1%
8211.21	1	< 0.1%
8210.85	1	< 0.1%

sensor_15
Real number (ℝ)

Distinct	1506
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.425844

Minimum	8.3328
Maximum	8.5414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	8.3328
5-th percentile	8.3801
Q1	8.4056
median	8.4249
Q3	8.4443
95-th percentile	8.475925
Maximum	8.5414
Range	0.2086
Interquartile range (IQR)	0.0387

Descriptive statistics

Standard deviation	0.029009328
Coefficient of variation (CV)	0.0034428987
Kurtosis	0.11255642
Mean	8.425844
Median Absolute Deviation (MAD)	0.0194
Skewness	0.26555184
Sum	110344.85
Variance	0.00084154108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.4223	30	0.2%
8.4347	29	0.2%
8.4247	28	0.2%
8.4282	27	0.2%
8.412	26	0.2%
8.4344	26	0.2%
8.4098	25	0.2%
8.4054	25	0.2%
8.4313	25	0.2%
8.4255	25	0.2%
Other values (1496)	12830	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3328	1	< 0.1%
8.333	1	< 0.1%
8.3332	1	< 0.1%
8.3359	1	< 0.1%
8.3392	1	< 0.1%
8.3414	1	< 0.1%
8.3417	1	< 0.1%
8.3445	1	< 0.1%
8.3447	1	< 0.1%
8.3451	2	< 0.1%

Value	Count	Frequency (%)
8.5414	1	< 0.1%
8.5375	1	< 0.1%
8.5374	1	< 0.1%
8.5359	1	< 0.1%
8.5354	1	< 0.1%
8.5343	1	< 0.1%
8.534	1	< 0.1%
8.5294	1	< 0.1%
8.5293	1	< 0.1%
8.5278	1	< 0.1%

sensor_16
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.4 KiB

0.03	13096

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	52384
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.03
2nd row	0.03
3rd row	0.03
4th row	0.03
5th row	0.03

Common Values

Value	Count	Frequency (%)
0.03	13096	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.03	13096	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	26192	50.0%
.	13096	25.0%
3	13096	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	39288	75.0%
Other Punctuation	13096	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	26192	66.7%
3	13096	33.3%

Other Punctuation

Value	Count	Frequency (%)
.	13096	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	52384	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	26192	50.0%
.	13096	25.0%
3	13096	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52384	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	26192	50.0%
.	13096	25.0%
3	13096	25.0%

sensor_17
Real number (ℝ)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	392.57162

Minimum	389
Maximum	397
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	389
5-th percentile	391
Q1	392
median	393
Q3	393
95-th percentile	395
Maximum	397
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2335768
Coefficient of variation (CV)	0.0031422975
Kurtosis	0.10779458
Mean	392.57162
Median Absolute Deviation (MAD)	1
Skewness	0.21669889
Sum	5141118
Variance	1.5217118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
392	3962	30.3%
393	3911	29.9%
391	2003	15.3%
394	1981	15.1%
395	642	4.9%
390	412	3.1%
396	123	0.9%
389	36	0.3%
397	26	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
389	36	0.3%
390	412	3.1%
391	2003	15.3%
392	3962	30.3%
393	3911	29.9%
394	1981	15.1%
395	642	4.9%
396	123	0.9%
397	26	0.2%

Value	Count	Frequency (%)
397	26	0.2%
396	123	0.9%
395	642	4.9%
394	1981	15.1%
393	3911	29.9%
392	3962	30.3%
391	2003	15.3%
390	412	3.1%
389	36	0.3%

sensor_18
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.4 KiB

2388	13096

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	52384
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2388
2nd row	2388
3rd row	2388
4th row	2388
5th row	2388

Common Values

Value	Count	Frequency (%)
2388	13096	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2388	13096	100.0%

Most occurring characters

Value	Count	Frequency (%)
8	26192	50.0%
2	13096	25.0%
3	13096	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	52384	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
8	26192	50.0%
2	13096	25.0%
3	13096	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	52384	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
8	26192	50.0%
2	13096	25.0%
3	13096	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52384	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
8	26192	50.0%
2	13096	25.0%
3	13096	25.0%

sensor_19
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.4 KiB

100.0	13096

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	65480
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	100.0

Common Values

Value	Count	Frequency (%)
100.0	13096	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	13096	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	39288	60.0%
1	13096	20.0%
.	13096	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	52384	80.0%
Other Punctuation	13096	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	39288	75.0%
1	13096	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	13096	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	65480	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	39288	60.0%
1	13096	20.0%
.	13096	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	65480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	39288	60.0%
1	13096	20.0%
.	13096	20.0%

sensor_20
Real number (ℝ)

Distinct	103
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.892502

Minimum	38.31
Maximum	39.41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	38.31
5-th percentile	38.65
Q1	38.8
median	38.9
Q3	38.99
95-th percentile	39.12
Maximum	39.41
Range	1.1
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.14168076
Coefficient of variation (CV)	0.003642881
Kurtosis	0.19524364
Mean	38.892502
Median Absolute Deviation (MAD)	0.09
Skewness	-0.23325231
Sum	509336.2
Variance	0.020073436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.9	385	2.9%
38.89	379	2.9%
38.95	377	2.9%
38.88	375	2.9%
38.91	374	2.9%
38.92	374	2.9%
38.97	364	2.8%
38.93	360	2.7%
38.94	359	2.7%
38.96	358	2.7%
Other values (93)	9391	71.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.31	1	< 0.1%
38.33	1	< 0.1%
38.35	4	< 0.1%
38.36	2	< 0.1%
38.37	3	< 0.1%
38.38	1	< 0.1%
38.39	2	< 0.1%
38.41	1	< 0.1%
38.42	5	< 0.1%
38.43	3	< 0.1%

Value	Count	Frequency (%)
39.41	1	< 0.1%
39.4	1	< 0.1%
39.36	3	< 0.1%
39.34	1	< 0.1%
39.33	2	< 0.1%
39.31	4	< 0.1%
39.3	3	< 0.1%
39.29	5	< 0.1%
39.28	7	0.1%
39.27	5	< 0.1%

sensor_21
Real number (ℝ)

Distinct	3555
Distinct (%)	27.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.335743

Minimum	22.9354
Maximum	23.6419
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	102.4 KiB

Quantile statistics

Minimum	22.9354
5-th percentile	23.191275
Q1	23.2816
median	23.3392
Q3	23.3936
95-th percentile	23.4681
Maximum	23.6419
Range	0.7065
Interquartile range (IQR)	0.112

Descriptive statistics

Standard deviation	0.08412028
Coefficient of variation (CV)	0.0036047826
Kurtosis	0.15330738
Mean	23.335743
Median Absolute Deviation (MAD)	0.0558
Skewness	-0.24723334
Sum	305604.89
Variance	0.0070762215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.3518	15	0.1%
23.3756	15	0.1%
23.3727	13	0.1%
23.3662	13	0.1%
23.3349	13	0.1%
23.3075	13	0.1%
23.3472	13	0.1%
23.3785	12	0.1%
23.3931	12	0.1%
23.4031	12	0.1%
Other values (3545)	12965	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.9354	1	< 0.1%
22.985	1	< 0.1%
23.0071	1	< 0.1%
23.0104	1	< 0.1%
23.0121	1	< 0.1%
23.02	1	< 0.1%
23.0242	1	< 0.1%
23.0345	1	< 0.1%
23.0349	1	< 0.1%
23.0403	1	< 0.1%

Value	Count	Frequency (%)
23.6419	1	< 0.1%
23.6229	1	< 0.1%
23.6021	1	< 0.1%
23.6003	1	< 0.1%
23.5863	1	< 0.1%
23.5852	1	< 0.1%
23.5788	1	< 0.1%
23.577	1	< 0.1%
23.5749	1	< 0.1%
23.5707	1	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Unit_number	time_cycles	OS_1	OS_2	OS_3	sensor_1	sensor_2	sensor_3	sensor_4	sensor_5	sensor_6	sensor_7	sensor_8	sensor_9	sensor_10	sensor_11	sensor_12	sensor_13	sensor_14	sensor_15	sensor_16	sensor_17	sensor_18	sensor_19	sensor_20	sensor_21
0	1	1	0.0023	0.0003	100.0	518.67	643.02	1585.29	1398.21	14.62	21.61	553.90	2388.04	9050.17	1.3	47.20	521.72	2388.03	8125.55	8.4052	0.03	392	2388	100.0	38.86	23.3735
1	1	2	-0.0027	-0.0003	100.0	518.67	641.71	1588.45	1395.42	14.62	21.61	554.85	2388.01	9054.42	1.3	47.50	522.16	2388.06	8139.62	8.3803	0.03	393	2388	100.0	39.02	23.3916
2	1	3	0.0003	0.0001	100.0	518.67	642.46	1586.94	1401.34	14.62	21.61	554.11	2388.05	9056.96	1.3	47.50	521.97	2388.03	8130.10	8.4441	0.03	393	2388	100.0	39.08	23.4166
3	1	4	0.0042	0.0000	100.0	518.67	642.44	1584.12	1406.42	14.62	21.61	554.07	2388.03	9045.29	1.3	47.28	521.38	2388.05	8132.90	8.3917	0.03	391	2388	100.0	39.00	23.3737
4	1	5	0.0014	0.0000	100.0	518.67	642.51	1587.19	1401.92	14.62	21.61	554.16	2388.01	9044.55	1.3	47.31	522.15	2388.03	8129.54	8.4031	0.03	390	2388	100.0	38.99	23.4130
5	1	6	0.0012	0.0003	100.0	518.67	642.11	1579.12	1395.13	14.62	21.61	554.22	2388.00	9050.96	1.3	47.26	521.92	2388.08	8127.46	8.4238	0.03	392	2388	100.0	38.91	23.3467
6	1	7	-0.0000	0.0002	100.0	518.67	642.11	1583.34	1404.84	14.62	21.61	553.89	2388.05	9051.39	1.3	47.31	522.01	2388.06	8134.97	8.3914	0.03	391	2388	100.0	38.85	23.3952
7	1	8	0.0006	-0.0000	100.0	518.67	642.54	1580.89	1400.89	14.62	21.61	553.59	2388.05	9052.86	1.3	47.21	522.09	2388.06	8125.93	8.4213	0.03	393	2388	100.0	39.05	23.3224
8	1	9	-0.0036	0.0000	100.0	518.67	641.88	1593.29	1412.28	14.62	21.61	554.49	2388.06	9048.55	1.3	47.37	522.03	2388.05	8134.15	8.4353	0.03	391	2388	100.0	39.10	23.4521
9	1	10	-0.0025	-0.0001	100.0	518.67	642.07	1585.25	1398.64	14.62	21.61	554.28	2388.04	9051.95	1.3	47.14	522.00	2388.06	8134.08	8.4093	0.03	391	2388	100.0	38.87	23.3820

	Unit_number	time_cycles	OS_1	OS_2	OS_3	sensor_1	sensor_2	sensor_3	sensor_4	sensor_5	sensor_6	sensor_7	sensor_8	sensor_9	sensor_10	sensor_11	sensor_12	sensor_13	sensor_14	sensor_15	sensor_16	sensor_17	sensor_18	sensor_19	sensor_20	sensor_21
13086	100	189	-0.0003	0.0002	100.0	518.67	643.29	1592.33	1417.66	14.62	21.61	553.59	2388.06	9136.55	1.3	47.55	520.93	2388.09	8209.84	8.4423	0.03	393	2388	100.0	38.71	23.3188
13087	100	190	-0.0038	0.0002	100.0	518.67	642.95	1598.97	1421.28	14.62	21.61	553.59	2388.10	9137.35	1.3	47.49	521.63	2388.07	8207.95	8.4765	0.03	395	2388	100.0	38.74	23.3551
13088	100	191	-0.0031	-0.0001	100.0	518.67	642.92	1589.54	1413.65	14.62	21.61	553.24	2388.02	9136.19	1.3	47.61	521.23	2388.07	8201.94	8.4877	0.03	396	2388	100.0	38.89	23.2279
13089	100	192	-0.0034	0.0001	100.0	518.67	643.05	1598.18	1418.58	14.62	21.61	553.16	2388.05	9141.92	1.3	47.57	520.99	2388.07	8210.24	8.4171	0.03	395	2388	100.0	38.77	23.2148
13090	100	193	0.0018	0.0004	100.0	518.67	643.10	1595.60	1414.62	14.62	21.61	553.18	2388.08	9139.88	1.3	47.58	521.37	2388.05	8213.57	8.4429	0.03	395	2388	100.0	38.63	23.2952
13091	100	194	0.0049	0.0000	100.0	518.67	643.24	1599.45	1415.79	14.62	21.61	553.41	2388.02	9142.37	1.3	47.69	520.69	2388.00	8213.28	8.4715	0.03	394	2388	100.0	38.65	23.1974
13092	100	195	-0.0011	-0.0001	100.0	518.67	643.22	1595.69	1422.05	14.62	21.61	553.22	2388.05	9140.68	1.3	47.60	521.05	2388.09	8210.85	8.4512	0.03	395	2388	100.0	38.57	23.2771
13093	100	196	-0.0006	-0.0003	100.0	518.67	643.44	1593.15	1406.82	14.62	21.61	553.04	2388.11	9146.81	1.3	47.57	521.18	2388.04	8217.24	8.4569	0.03	395	2388	100.0	38.62	23.2051
13094	100	197	-0.0038	0.0001	100.0	518.67	643.26	1594.99	1419.36	14.62	21.61	553.37	2388.07	9148.85	1.3	47.61	521.33	2388.08	8220.48	8.4711	0.03	395	2388	100.0	38.66	23.2699
13095	100	198	0.0013	0.0003	100.0	518.67	642.95	1601.62	1424.99	14.62	21.61	552.48	2388.06	9155.03	1.3	47.80	521.07	2388.05	8214.64	8.4903	0.03	396	2388	100.0	38.70	23.1855

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation